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闽江口湿地土壤全氮含量的高光谱遥感估算
  • ISSN号:1000-4890
  • 期刊名称:《生态学杂志》
  • 时间:0
  • 分类:Q143[生物学—生态学;生物学—普通生物学]
  • 作者机构:[1]福建师范大学地理科学学院,福州350007, [2]湿润亚热带生态-地理过程教育部重点实验室,福州350007, [3]福建师范大学亚热带湿地研究中心,福州350007
  • 相关基金:国家基础科学人才培养基金项目(J1210067)资助.
中文摘要:

氮是湿地生态系统重要生源要素,基于高光谱(350~2500 nm)遥感数据对其进行估算以实现湿地土壤全氮(TN)含量无损、快速和准确定量化具有重要意义。选取闽江河口湿地为研究区,于2013年5月,沿潮滩(高潮滩到中潮滩)采集16个土壤剖面80个样本,室内测定其光谱反射率和TN含量,并基于原始反射率(R)和光谱指数(比值指数RI、归一化指数NDI和差值指数DI)建立土壤TN含量高光谱估算模型,并进一步分析反射光谱与铵态氮(NH_4^+-N)、硝态氮(NO_3^--N)、有机质(SOM)和电导率(EC)之间的关系,以期揭示河口湿地土壤TN含量估算的机理。结果表明:土壤光谱反射率在350~600 nm,表现为高潮滩〈中潮滩,而在600^2500 nm,表现为高潮滩〉中潮滩;闽江河口湿地土壤TN含量与R在500 nm附近相关关系较好,并在490 nm有最大相关系数(-0.508);RI、NDI和DI大大提高了反射光谱与土壤TN含量的相关关系,其相关系数较高区域集中在600~1000 nm的波段组合,以RI(590,640)、RI(610,940)、NDI(940,590)、NDI(940,610)、DI(640,920)和DI(640,940)相关关系表现较好,能较好地实现研究区湿地土壤TN含量反演,其估算与检验模型r^2均大于0.610,RMSE均小于0.208,其中以RI(610,940)估算精度最好,估算与检验模型r^2分别为0.832和0.631,RMSE分别为0.178和0.202;闽江口湿地土壤TN含量与SOM含量密切相关是土壤TN含量估算的重要机理,而NH_4^+-N、NO_3^--N和盐分含量对其估算精度影响不大。

英文摘要:

Nitrogen( N) is an essential biogenic element in wetland ecosystems. It is very important to estimate total N( TN) concentration in wetland soil by the hyper-spectral remote sensing data with nondestructive,quick and accurate quantification. In this study,Minjiang River estuarine wetland was chosen as the study area,and 80 samples of 16 soil profiles were collected along a hydrological gradient( from high tidal to middle tidal flat) in May,2013. Soil spectral reflectance and TN concentration were determined in the laboratory. Estimation and validation models were constructed by original spectral reflectance( R) and spectrum parameters including ratio index( RI),normalized difference index( NDI) and deference index( DI). Moreover,the correlations of spectral reflectance with NH_4^+-N,NO_3^--N,SOM and EC were analyzed in order to reveal the mechanism of estimating soil TN concentration based on hyper-spectral remote sensing data. The results showed that the spectral reflectance of middle tidal soil was higher than that of high tidal soil at 350- 600 nm,while the spectral reflectance of high tidal soil was higher than that of middle tidal soil at 600- 2500 nm. Soil TN concentration showed a significant correlation with R at near 500 nm; the highest correlation coefficient value was- 0. 508,occurring at 490 nm. The spectrum parameters of RI,NDI and DI were calculated by bands at 600-1000 nm respectively,which greatly improved correlation coefficients with TN concentration,especially RI( 590,640),RI( 610,940),NDI( 940,590),NDI( 940,610),DI( 640,920) and DI( 640,940). The models built could well realize the inversion of wetland soil TN concentration in the study area,in which the determination coefficients( r^2) and the root means square errors( RMSE) were all larger than 0.610 and less than 0.208,respectively. The best estimate parameter was RI( 610,940),and the r^2 values of its estimation and validation models were 0. 832 and0.631,while RMSE values we

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期刊信息
  • 《生态学杂志》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会
  • 主办单位:中国生态学学会
  • 主编:姬兰柱
  • 地址:沈阳市文化路72号
  • 邮编:110016
  • 邮箱:cje@iae.ac.cn
  • 电话:024-83970394
  • 国际标准刊号:ISSN:1000-4890
  • 国内统一刊号:ISSN:21-1148/Q
  • 邮发代号:8-161
  • 获奖情况:
  • 国家“双效”期刊
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,美国化学文摘(网络版),荷兰地学数据库,荷兰文摘与引文数据库,美国生物科学数据库,英国动物学记录,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:55676